{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 从wikipidea上下载语料并进行word2vec的训练"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.下载语料到本地 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#####  https://dumps.wikimedia.org/zhwiki/20190720/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.下载Wikiexactor提取和清洗数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### https://github.com/attardi/wikiextractor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.由于在windows环境下无法使用Wikiexactor工具，安装cygwin的unix虚拟环境"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### https://blog.csdn.net/chunleixiahe/article/details/55666792"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.由于语料中繁体和简体同时存在，故在windos下安装开源opencc工具将繁体转换为简体"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### https://blog.csdn.net/sinat_29957455/article/details/81290356"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "步骤如下："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1.在wikiextractor中创建文件夹result用来存储繁简体转换后的文件"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2.在命令行中使用命令来 opencc -i chwiki\\AA\\wiki_00 -o result\\wiki_00.txt -c E:\\opencc-1.0.4\\share\\opencc\\t2s.json   -i为输入文件路径 -o 为输出文件路径 -c 为配置文件路径"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3.查看文件是否修改成功"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.利用jieba和re对数据进行清洗 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re,jieba,nltk\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from sklearn.manifold import TSNE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 得到stopwords停止词\n",
    "def get_stopwords():\n",
    "    return nltk.corpus.stopwords.words() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 使用正则表达式和jieba对文件进行清洗\n",
    "def parse_zhwiki(read_file_path,save_file_path):\n",
    "    #过滤掉<doc>\n",
    "    regex_str = \"[^<doc.*>$]|[^</doc>$]\"\n",
    "    file = open(read_file_path,\"r\",encoding=\"utf-8\")\n",
    "    #写文件\n",
    "    output = open(save_file_path,\"w+\",encoding=\"utf-8\")\n",
    "    content_line = file.readline()\n",
    "    #获取停用词表\n",
    "    stopwords = get_stopwords()\n",
    "     #定义一个字符串变量，表示一篇文章的分词结果\n",
    "    article_contents = \"\"\n",
    "    while content_line:\n",
    "        match_obj = re.match(regex_str,content_line)\n",
    "        content_line = content_line.strip(\"\\r\\n\")\n",
    "        if len(content_line) > 0:\n",
    "            if match_obj:\n",
    "                #使用jieba进行分词\n",
    "                words = jieba.cut(content_line,cut_all=False)\n",
    "                for word in words:\n",
    "                    if word not in stopwords:\n",
    "                        article_contents += word+\" \"\n",
    "            else:\n",
    "                if len(article_contents) > 0:\n",
    "                    output.write(article_contents+\"\\n\")\n",
    "                    article_contents = \"\"\n",
    "        content_line = file.readline()\n",
    "    output.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对每个简体语料分词后另存储\n",
    "def generate_corpus():\n",
    "    for i in range(7):\n",
    "        fin_filename = 'C:\\\\Users\\\\Pinkman\\\\Desktop\\\\wikiextractor\\\\result\\\\wiki_0{}.txt'.format(i)\n",
    "        fou_filename =  'C:\\\\Users\\\\Pinkman\\\\Desktop\\\\wikiextractor\\\\chwiki\\\\wiki_corpus{}'.format(i)\n",
    "        parse_zhwiki(fin_filename,fou_filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Loading model from cache C:\\Users\\Pinkman\\AppData\\Local\\Temp\\jieba.cache\n",
      "Loading model cost 0.894 seconds.\n",
      "Prefix dict has been built succesfully.\n"
     ]
    }
   ],
   "source": [
    "generate_corpus()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将所有分词文件存储到一个文件中\n",
    "fou_name = 'wiki_corpus'\n",
    "fou = open(fou_name,'w+',encoding = 'utf-8')\n",
    "for i in range(7):\n",
    "    fin_name = 'wiki_corpus{}'.format(i)\n",
    "    fin = open(fin_name,'r',encoding = 'utf-8')\n",
    "    for line in fin:\n",
    "        fou.write(line)\n",
    "    fin.close()\n",
    "fou.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  6.使用gensim中的word2vec对语料进行训练 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from gensim.models import word2vec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda\\lib\\site-packages\\gensim\\models\\base_any2vec.py:743: UserWarning: C extension not loaded, training will be slow. Install a C compiler and reinstall gensim for fast training.\n",
      "  \"C extension not loaded, training will be slow. \"\n"
     ]
    }
   ],
   "source": [
    "# 使用gensim训练词向量模型\n",
    "sentences = word2vec.LineSentence(\"wiki_for_vec\")\n",
    "model = word2vec.Word2Vec(sentences)\n",
    "#保存模型\n",
    "model.save(\"model//wiki_corpus.model\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from gensim import models\n",
    "model = models.Word2Vec.load('wiki_corpus.model')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7.对单词相似度进行测试 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "similarity:0.7315\n",
      "similarity:0.8391\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda\\lib\\site-packages\\ipykernel_launcher.py:4: DeprecationWarning: Call to deprecated `similarity` (Method will be removed in 4.0.0, use self.wv.similarity() instead).\n",
      "  after removing the cwd from sys.path.\n",
      "E:\\Anaconda\\lib\\site-packages\\ipykernel_launcher.py:5: DeprecationWarning: Call to deprecated `similarity` (Method will be removed in 4.0.0, use self.wv.similarity() instead).\n",
      "  \"\"\"\n"
     ]
    }
   ],
   "source": [
    "# 输入两个词计算相似度\n",
    "two_corpus = [\"母亲\",'妈妈']\n",
    "two_corpus1 = ['情侣','爱人']\n",
    "res = model.similarity(two_corpus[0],two_corpus[1])\n",
    "res1 = model.similarity(two_corpus1[0],two_corpus1[1])\n",
    "print(\"similarity:%.4f\"%res)\n",
    "print(\"similarity:%.4f\"%res1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda\\lib\\site-packages\\ipykernel_launcher.py:1: DeprecationWarning: Call to deprecated `most_similar` (Method will be removed in 4.0.0, use self.wv.most_similar() instead).\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[('物理学', 0.8694803714752197),\n",
       " ('科学', 0.8688454031944275),\n",
       " ('自然科学', 0.8656834959983826),\n",
       " ('物理', 0.861655592918396),\n",
       " ('天文学', 0.8547363877296448),\n",
       " ('一门', 0.8486872911453247),\n",
       " ('自然哲学', 0.8419690132141113),\n",
       " ('数论', 0.8315470814704895),\n",
       " ('天体力学', 0.8309193849563599),\n",
       " ('计算机科学', 0.8301812410354614)]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.most_similar('数学')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8.将向量降至二维在坐标系中表示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def tsne_plot(model):\n",
    "    \"Creates and TSNE model and plots it\"\n",
    "    labels = []\n",
    "    tokens = []\n",
    "\n",
    "    for word in model.wv.vocab:\n",
    "        tokens.append(model[word])\n",
    "        labels.append(word)\n",
    "    \n",
    "    tsne_model = TSNE(perplexity=40, n_components=2, init='pca', n_iter=2500, random_state=23)\n",
    "    new_values = tsne_model.fit_transform(tokens)\n",
    "\n",
    "    x = []\n",
    "    y = []\n",
    "    for value in new_values:\n",
    "        x.append(value[0])\n",
    "        y.append(value[1])\n",
    "        \n",
    "    plt.figure(figsize=(16, 16)) \n",
    "    for i in range(len(x)):\n",
    "        plt.scatter(x[i],y[i])\n",
    "        plt.annotate(labels[i],\n",
    "                     xy=(x[i], y[i]),\n",
    "                     xytext=(5, 2),\n",
    "                     textcoords='offset points',\n",
    "                     ha='right',\n",
    "                     va='bottom')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\Anaconda\\lib\\site-packages\\ipykernel_launcher.py:7: DeprecationWarning: Call to deprecated `__getitem__` (Method will be removed in 4.0.0, use self.wv.__getitem__() instead).\n",
      "  import sys\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tsne_plot(model)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
